Evaluating the Process Capability Ratio of Patients' Pathways by the Application of Process Mining, SPC and RTLS

被引:5
|
作者
Araghi, Sina Namaki [1 ]
Fontanili, Franck [1 ]
Lamine, Elyes [1 ]
Salatge, Nicolas [1 ]
Lesbegueries, Julien [1 ]
Pouyade, Sebastien Rebiere [1 ]
Benaben, Frederick [1 ]
机构
[1] Univ Toulouse, Ind Engn Ctr, IMT Mines Albi, F-81000 Albi, France
关键词
Real-Time Location Systems; Process Mining; Statistical Process Control; Patient's Pathways; HEALTH-CARE;
D O I
10.5220/0007380803020309
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Learning how patients receive their health treatments is a critical mission for hospitals. To fulfill this task, this paper defines patients' pathways as business process models and tries to apply process mining, real-time location systems(RTLS), and statistical process control (SPC) as a set of techniques to monitor patients' pathways. This approach has been evaluated by a case study in a hospital living lab. These techniques analyze patients' pathways from two different perspectives: (1)control- flow and (2)performance perspectives. In order to do so, we gathered the location data from movements of patients and used a proof of concept framework known as R.IO-DIAG to discover the processes. To elevate the performance analyses, this paper introduces the process capability ratio of the patients' pathways by measuring the walking distance. The results lead to the evaluation of the quality of business processes.
引用
收藏
页码:302 / 309
页数:8
相关论文
共 50 条
  • [41] Process Mining Techniques: an Application to Stroke Care
    Mans, Ronny
    Schonenberg, Helen
    Leonardi, Giorgio
    Panzarasa, Silvia
    Cavallini, Anna
    Quaglini, Silvana
    van der Aalst, Wil
    [J]. EHEALTH BEYOND THE HORIZON - GET IT THERE, 2008, 136 : 573 - +
  • [42] Process and Application of Data Mining in the University Library
    Cheng, Yanping
    Liu, Qingyu
    [J]. 2019 4TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA ANALYTICS (ICBDA 2019), 2019, : 123 - 127
  • [43] Application of data mining methods in eluxyl process
    Ren, Jia
    Ma, Chaoyang
    Su, Hongye
    Chu, Jian
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 7697 - 7701
  • [44] Application of hermeneutics to studying an experience mining process
    Linden, Tanya
    Cybulski, Jacob L.
    [J]. JOURNAL OF INFORMATION TECHNOLOGY, 2009, 24 (03) : 231 - 250
  • [45] The application of data mining on the process quality control
    Wu, Shaoxiong
    Xu, Wei
    Wu, Biying
    [J]. Fifth Wuhan International Conference on E-Business, Vols 1-3: INTEGRATION AND INNOVATION THROUGH MEASUREMENT AND MANAGEMENT, 2006, : 916 - 919
  • [46] Process Mining Techniques: An Application to Time Management
    Khowaja, Ali Raza
    [J]. NINTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2017), 2018, 10615
  • [47] APPLICATION OF METHODS OF DATA MINING IN THE EDUCATIONAL PROCESS
    Abbasov, Ali
    Aliyeva, Tarana
    [J]. PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON CONTROL AND OPTIMIZATION WITH INDUSTRIAL APPLICATIONS, VOL I, 2018, : 37 - 39
  • [48] APPLICATION OF PROCESS PETROGRAPHY TO INSITU MINING PROBLEMS
    RAINVILLE, G
    [J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1982, 183 (MAR): : 85 - INDE
  • [49] An application of non-normal process capability indices
    Chen, KS
    Pearn, WL
    [J]. QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 1997, 13 (06) : 355 - 360
  • [50] Fuzzy process capability analyses: An application to teaching processes
    Kaya, Ihsan
    Kahraman, Cengiz
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2008, 19 (4-5) : 259 - 272